Using Bayesian optimization to automate the calibration of complex hydrological models: Framework and application

A Bayesian inversion framework to evaluate parameter and predictive inference of a simple soil respiration model in a cool-temperate forest in western Japan

(2020) Motomu Toda et al.   ECOLOGICAL MODELLING

Advancing model calibration and uncertainty analysis of SWAT models using cloud computing infrastructure: LCC-SWAT

(2020) Masood Zamani et al.   JOURNAL OF HYDROINFORMATICS

Predictive Entropy Search for Multi-objective Bayesian Optimization with Constraints

(2019) Eduardo C. Garrido-Merchán et al.   NEUROCOMPUTING

Automatic calibration and improvements on an instream chlorophyll a simulation in the HSPF model

(2019) Dong Hoon Lee et al.   ECOLOGICAL MODELLING

Analysis and modeling of algal blooms in the Nakdong River, Korea

(2018) Soonyim Bae et al.   ECOLOGICAL MODELLING

Uncertainty analysis of a semi-distributed hydrologic model based on a Gaussian Process emulator

(2018) Jing Yang et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Bayesian optimization of pump operations in water distribution systems

(2018) A. Candelieri et al.   JOURNAL OF GLOBAL OPTIMIZATION

Bayesian optimization of a hybrid system for robust ocean wave features prediction

(2018) L. Cornejo-Bueno et al.   NEUROCOMPUTING

Establishment and Evaluation of the China Meteorological Assimilation Driving Datasets for the SWAT Model (CMADS)

(2018) Xianyong Meng et al.   Water

Identification of the numerical patterns behind the leading counties in the U.S. local green building markets using data mining

(2017) Jun Ma et al.   JOURNAL OF CLEANER PRODUCTION

Calibration of an agricultural-hydrological model (RZWQM2) using surrogate global optimization

(2017) Maolong Xi et al.   JOURNAL OF HYDROLOGY

Bayesian Monte Carlo and maximum likelihood approach for uncertainty estimation and risk management: Application to lake oxygen recovery model

(2017) Abhishek Chaudhary et al.   WATER RESEARCH

Moving SWAT model calibration and uncertainty analysis to an enterprise Hadoop-based cloud

(2016) Dejian Zhang et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Taking the Human Out of the Loop: A Review of Bayesian Optimization

(2016) Bobak Shahriari et al.   PROCEEDINGS OF THE IEEE

A Bayesian approach for evaluation of the effect of water quality model parameter uncertainty on TMDLs: A case study of Miyun Reservoir

(2016) Shidong Liang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Bayesian optimization of a light use efficiency model for the estimation of daily gross primary productivity in a range of Italian forest ecosystems

(2015) Maurizio Bagnara et al.   ECOLOGICAL MODELLING

Evaluation of the Current State of Distributed Watershed Nutrient Water Quality Modeling

(2015) Christopher Wellen et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

Probabilistic machine learning and artificial intelligence

(2015) Zoubin Ghahramani   NATURE

Numerical rivers: A synthetic streamflow generator for water resources vulnerability assessments

(2015) Edoardo Borgomeo et al.   WATER RESOURCES RESEARCH

Uncertainty-based analysis on water quality response to water diversions for Lake Chenghai: A multiple-pattern inverse modeling approach

(2014) Rui Zou et al.   JOURNAL OF HYDROLOGY

Assessment of effects of best management practices on agricultural non-point source pollution in Xiangxi River watershed

(2012) Ruimin Liu et al.   AGRICULTURAL WATER MANAGEMENT

A parallelization framework for calibration of hydrological models

(2012) E. Rouholahnejad et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Characterising performance of environmental models

(2012) Neil D. Bennett et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Uncertainty-based automatic calibration of HEC-HMS model using sequential uncertainty fitting approach

(2012) S. Jamshid Mousavi et al.   JOURNAL OF HYDROINFORMATICS

Automating calibration, sensitivity and uncertainty analysis of complex models using the R package Flexible Modeling Environment (FME): SWAT as an example

(2011) Yiping Wu et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Model emulation and moment-independent sensitivity analysis: An application to environmental modelling

(2011) E. Borgonovo et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Particle Swarm Optimization for Automatic Calibration of Large Scale Water Quality Model (CE-QUAL-W2): Application to Karkheh Reservoir, Iran

(2011) Abbas Afshar et al.   WATER RESOURCES MANAGEMENT

Modeling Miscanthus in the Soil and Water Assessment Tool (SWAT) to Simulate Its Water Quality Effects As a Bioenergy Crop

(2010) Tze Ling Ng et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

Evaluation of non-point source pollution reduction by applying Best Management Practices using a SWAT model and QuickBird high resolution satellite imagery

(2010) MiSeon Lee et al.   JOURNAL OF ENVIRONMENTAL SCIENCES

Analysis of parameter uncertainty in semi-distributed hydrological models using bootstrap method: A case study of SWAT model applied to Yingluoxia watershed in northwest China

(2010) Zhanling Li et al.   JOURNAL OF HYDROLOGY

Calibration and uncertainty analysis of the SWAT model using Genetic Algorithms and Bayesian Model Averaging

(2009) Xuesong Zhang et al.   JOURNAL OF HYDROLOGY

Parameter uncertainty analysis of non-point source pollution from different land use types

(2009) Zhen-yao Shen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Appraisal of the generalized likelihood uncertainty estimation (GLUE) method

(2008) Jery R. Stedinger et al.   WATER RESOURCES RESEARCH

Representation of agricultural conservation practices with SWAT

(2007) Mazdak Arabi et al.   HYDROLOGICAL PROCESSES

Effects of soil data resolution on SWAT model stream flow and water quality predictions

(2007) Mengistu Geza et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT